6 Exciting Machine Learning Projects to Inspire Your Creativity
Technology has allowed people access to powers and abilities that previously were thought to be impossible. Technology has been advancing steadily year after year, but one of the biggest innovations in the previous decade is the development of artificial intelligence, which can learn from tasks and user input. This has opened up another world of possibilities, one in which humans can use artificial intelligence for various tasks, working in harmony and improving efficiency and quality of life. What you may not have realized, however, is how creative some of these applications are. Keep reading to find out some of the ingenious ways professionals have been able to integrate AI.
Image classification
Modern-day machine learning projects offer a wide array of innovative capabilities, and among them, image classification stands out as one of the most unique and useful features. An advanced AI has access to countless images and pictures of different objects and uses its database to classify them into different categories based on what it already knows. This includes animals, humans, buildings, vehicles, etc. Though this is a novel and creative project, the real creativity comes in its application. Data centers can use these images, which are sometimes taken by satellite and sometimes by cameras in things like traffic lights, to highlight potential security threats, crimes and criminals, and changes in topography or climate.
Facial recognition
Facial recognition is another important tool developed to be used in countless ways. AIs that are used in facial recognition usually have a deep learning engine baked into their design, and they can use this to learn and recognize users’ faces and expressions. In the short term, this has allowed companies to overhaul security and accessibility while keeping things efficient, as the software can detect the faces of people with high levels of security clearance in sensitive areas. Governments have also used it to track criminals and people of interest through pictures and videos. In the long term, it may be able to interpret people’s moods based on expressions and body language alone.
Language and sentiment analysis
Another great yet unknown use of AI is in language analysis. Some artificial intelligence can define a user’s mood based on their language, classifying it as positive, negative, sad, angry, or neutral. This set of abilities is usually used in customer support for companies that are too big to facilitate every customer looking for feedback. In these cases, the AI can separate customers’ sentiments and flag those needing extra attention from a customer representative.
Chatbot development
Chatbots are relatively new and have exploded in popularity in recent years thanks to the GPT-3 and GPT-4 engine development. These engines provide access to AI chatbots that have such a deep and detailed capacity for deep learning that they’re able to pick up on most tasks, whether you need to generate a CV medical report, or even a lawsuit or subpoena. Most of the abilities chatbots possess have come due to deep learning after interacting with millions of users, allowing it to improve with each interaction, so the possibilities could be limitless as long as they keep learning.
Game playing AI
Another novel use of AI is in games, specifically strategy games like chess. There have been a lot of engines that have been developed in the last few decades for these games, and more recent ones like chatbots have been able to learn how to play through trial and error. However, experts have made engines specifically for chess, like Stockfish or Google’s now defunct AlphaZero, which learned how to play chess better than any human that has ever lived by playing hundreds of millions of games with itself in a few days. These machines push the limits of popular games worldwide and further people’s understanding of them.
Robot navigation
Perhaps the most exciting field of machine learning is the potential applications it has in robot navigation. This is the kind of navigation used in self-driving cars, which has long been one of the dreams humanity has been striving to reach. These cars are all equipped with an AI that combines some of the qualities already listed, like object detection to recognize stop signs and traffic lights and facial detection to recognize pedestrians. It also has deep learning abilities to continuously improve with each test.
Conclusion
Artificial intelligence is a relatively new concept, yet it has the potential and capacity to completely overhaul society and change how people work and live their lives. Thanks to the additional ability for AI to learn from its tasks, experiences, and mistakes, it doesn’t take a team of software developers to improve it; it can learn to take on more tasks with time. This nearly limitless potential can be harnessed in new and creative ways, and it’ll take years before experts can judge just how capable this technology is. In the meantime, using the information and examples in this article, you may be inspired to use AI in your own creative way.
With a solid foundation in technology, backed by a BIT degree, Lucas Noah has carved a niche for himself in the world of content creation and digital storytelling. Currently lending his expertise to Creative Outrank LLC and Oceana Express LLC, Lucas has become a... Read more